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Volumn 4632 LNAI, Issue , 2007, Pages 134-145

Survey of improving Naive Bayes for classification

Author keywords

Bayesian network classifiers; Classification; Data expansion; Feature selection; Local learning; Naive Bayes; Structure extension

Indexed keywords

DATA STRUCTURES; FEATURE EXTRACTION; LEARNING SYSTEMS;

EID: 38049071708     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-73871-8_14     Document Type: Conference Paper
Times cited : (107)

References (35)
  • 3
    • 0001019707 scopus 로고    scopus 로고
    • Learning Bayesian networks is NP-Complete
    • Fisher, D, Lenz, H, eds, Springer, Heidelberg
    • Chickering, D.M.: Learning Bayesian networks is NP-Complete. In: Fisher, D., Lenz, H. (eds.) Learning from Data: Artificial Intelligence and Statistics V, pp. 121-130. Springer, Heidelberg (1996)
    • (1996) Learning from Data: Artificial Intelligence and Statistics V , pp. 121-130
    • Chickering, D.M.1
  • 8
    • 0031276011 scopus 로고    scopus 로고
    • Bayesian Network Classifiers
    • Friedman, Geiger, Goldszmidt.: Bayesian Network Classifiers. Machine Learning 29, 131-163 (1997)
    • (1997) Machine Learning , vol.29 , pp. 131-163
    • Friedman1    Geiger2    Goldszmidt3
  • 9
    • 84933530882 scopus 로고
    • Approximating discrete probability distributions with dependence trees
    • Chow, C.K., Liu, C.N.: Approximating discrete probability distributions with dependence trees. IEEE Trans, on Information Theory 14, 462C-467 (1968)
    • (1968) IEEE Trans, on Information Theory , vol.14
    • Chow, C.K.1    Liu, C.N.2
  • 11
    • 84942890906 scopus 로고    scopus 로고
    • An improved learning algorithm for augmented naive Bayes
    • Cheung, D, Williams, G.J, Li, Q, eds, PAKDD 2001, Springer, Heidelberg
    • Zhang, H., Ling, C.X.: An improved learning algorithm for augmented naive Bayes. In: Cheung, D., Williams, G.J., Li, Q. (eds.) PAKDD 2001. LNCS (LNAI), vol. 2035, pp. 581-586. Springer, Heidelberg (2001)
    • (2001) LNCS (LNAI , vol.2035 , pp. 581-586
    • Zhang, H.1    Ling, C.X.2
  • 12
    • 26944497865 scopus 로고    scopus 로고
    • Jiang, L., Zhang, H., Cai, Z., Su, J.: One Dependence Augmented Naive Bayes. In: Li, X., Wang, S., Dong, Z.Y. (eds.) ADMA 2005. LNCS (LNAI), 3584, pp. 186-194. Springer, Heidelberg (2005)
    • Jiang, L., Zhang, H., Cai, Z., Su, J.: One Dependence Augmented Naive Bayes. In: Li, X., Wang, S., Dong, Z.Y. (eds.) ADMA 2005. LNCS (LNAI), vol. 3584, pp. 186-194. Springer, Heidelberg (2005)
  • 13
    • 14844351034 scopus 로고    scopus 로고
    • Not so naive bayes: Aggregating one-dependence estimators
    • Webb, G.I., Boughton, J., Wang, Z.: Not so naive bayes: Aggregating one-dependence estimators. Machine Learning 58, 5-24 (2005)
    • (2005) Machine Learning , vol.58 , pp. 5-24
    • Webb, G.I.1    Boughton, J.2    Wang, Z.3
  • 14
    • 33749571155 scopus 로고    scopus 로고
    • Weightily Averaged One-Dependence Estimators
    • Yang, Q, Webb, G, eds, PRICAI 2006, Springer, Heidelberg
    • Jiang, L., Zhang, H.: Weightily Averaged One-Dependence Estimators. In: Yang, Q., Webb, G. (eds.) PRICAI 2006. LNCS (LNAI), vol. 4099, pp. 970-974. Springer, Heidelberg (2006)
    • (2006) LNCS (LNAI , vol.4099 , pp. 970-974
    • Jiang, L.1    Zhang, H.2
  • 15
    • 29344462495 scopus 로고    scopus 로고
    • Zhang, H., Jiang, L., Su, J.: Hidden Naive Bayes. In: Proceedings of the 20th National Conference on Artificial Intelligence, AAAI 2005, pp. 919-924. AAAI Press, Stanford (2005)
    • Zhang, H., Jiang, L., Su, J.: Hidden Naive Bayes. In: Proceedings of the 20th National Conference on Artificial Intelligence, AAAI 2005, pp. 919-924. AAAI Press, Stanford (2005)
  • 17
    • 38049019282 scopus 로고    scopus 로고
    • Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann, San Mateo, CA (1993)
    • Quinlan, J.R.: C4.5: Programs for Machine Learning. Morgan Kaufmann, San Mateo, CA (1993)
  • 19
    • 26944475556 scopus 로고    scopus 로고
    • Instance Cloning Local Naive Bayes
    • Kégl, B, Lapalme, G, eds, Canadian AI 2005, Springer, Heidelberg
    • Jiang, L., Zhang, H., Su, J.: Instance Cloning Local Naive Bayes. In: Kégl, B., Lapalme, G. (eds.) Canadian AI 2005. LNCS (LNAI), vol. 3501, pp. 280-291. Springer, Heidelberg (2005)
    • (2005) LNCS (LNAI , vol.3501 , pp. 280-291
    • Jiang, L.1    Zhang, H.2    Su, J.3
  • 20
    • 0034301677 scopus 로고    scopus 로고
    • Lazy Learning of Bayesian Rules
    • Zheng, Z., Webb, G.I.: Lazy Learning of Bayesian Rules. Machine Learning 41(1), 53-84 (2000)
    • (2000) Machine Learning , vol.41 , Issue.1 , pp. 53-84
    • Zheng, Z.1    Webb, G.I.2
  • 21
    • 84930245350 scopus 로고    scopus 로고
    • A Selective Neighborhood Based Naive Bayes for Lazy Learning
    • Chen, M.-S, Yu, P.S, Liu, B, eds, PAKDD 2002, Springer, Heidelberg
    • Xie, Z., Hsu, W., Liu, Z., Lee, M.: A Selective Neighborhood Based Naive Bayes for Lazy Learning. In: Chen, M.-S., Yu, P.S., Liu, B. (eds.) PAKDD 2002. LNCS (LNAI), vol. 2336, pp. 104-114. Springer, Heidelberg (2002)
    • (2002) LNCS (LNAI , vol.2336 , pp. 104-114
    • Xie, Z.1    Hsu, W.2    Liu, Z.3    Lee, M.4
  • 22
    • 33750552514 scopus 로고    scopus 로고
    • Jiang, L., Zhang, H., Cai, Z.: Dynamic K-Nearest-Neighbor Naive Bayes with Attribute Weighted. In: Wang, L., Jiao, L., Shi, G., Li, X., Liu, J. (eds.) FSKD 2006. LNCS (LNAI), 4223, pp. 365-368. Springer, Heidelberg (2006)
    • Jiang, L., Zhang, H., Cai, Z.: Dynamic K-Nearest-Neighbor Naive Bayes with Attribute Weighted. In: Wang, L., Jiao, L., Shi, G., Li, X., Liu, J. (eds.) FSKD 2006. LNCS (LNAI), vol. 4223, pp. 365-368. Springer, Heidelberg (2006)
  • 24
    • 34548566254 scopus 로고    scopus 로고
    • Jiang, L., Zhang, H.: Learning Instance Greedily Cloning Naive Bayes for Ranking. In: Proceedings of the 5th IEEE International Conference on Data Mining, ICDM 2005, pp. 202-209. IEEE Computer Society Press, Los Alamitos (2005)
    • Jiang, L., Zhang, H.: Learning Instance Greedily Cloning Naive Bayes for Ranking. In: Proceedings of the 5th IEEE International Conference on Data Mining, ICDM 2005, pp. 202-209. IEEE Computer Society Press, Los Alamitos (2005)
  • 26
    • 38049078819 scopus 로고    scopus 로고
    • UCI repository of machine learning databases
    • University of California, Irvine
    • Merz, C., Murphy, P., Aha, D.: UCI repository of machine learning databases. In: Dept of ICS, University of California, Irvine (1997), http://www.ics.uci.edu/ mlearn/MLRepository.html
    • (1997) Dept of ICS
    • Merz, C.1    Murphy, P.2    Aha, D.3
  • 28
    • 0003562954 scopus 로고    scopus 로고
    • A simple generalisation of the area under the ROC curve for multiple class classification problems
    • Hand, D.J., Till, R.J.: A simple generalisation of the area under the ROC curve for multiple class classification problems. Machine Learning 45, 171-186 (2001)
    • (2001) Machine Learning , vol.45 , pp. 171-186
    • Hand, D.J.1    Till, R.J.2
  • 31
    • 33746098151 scopus 로고    scopus 로고
    • Learning Naive Bayes for Probability Estimation by Feature Selection
    • Lamontagne, L, Marchand, M, eds, Canadian AI 2006, Springer, Heidelberg
    • Jiang, L., Zhang, H.: Learning Naive Bayes for Probability Estimation by Feature Selection. In: Lamontagne, L., Marchand, M. (eds.) Canadian AI 2006. LNCS (LNAI), vol. 4013, pp. 503-514. Springer, Heidelberg (2006)
    • (2006) LNCS (LNAI , vol.4013 , pp. 503-514
    • Jiang, L.1    Zhang, H.2
  • 33
    • 22944451492 scopus 로고    scopus 로고
    • Zhang, H., Su, J.: Naive Bayesian classifiers for ranking. In: Boulicaut, J.-F., Esposito, F., Giannotti, F., Pedreschi, D. (eds.) ECML 2004. LNCS (LNAI), 3201, pp. 501-512. Springer, Heidelberg (2004)
    • Zhang, H., Su, J.: Naive Bayesian classifiers for ranking. In: Boulicaut, J.-F., Esposito, F., Giannotti, F., Pedreschi, D. (eds.) ECML 2004. LNCS (LNAI), vol. 3201, pp. 501-512. Springer, Heidelberg (2004)
  • 34
    • 31844432421 scopus 로고    scopus 로고
    • Zhang, H., Jiang, L., Su, J.: Augmenting Naive Bayes for Ranking. In: Proceedings of the 22nd International Conference on Machine Learning, ICML 2005, pp. 1025-1032. ACM, New York (2005)
    • Zhang, H., Jiang, L., Su, J.: Augmenting Naive Bayes for Ranking. In: Proceedings of the 22nd International Conference on Machine Learning, ICML 2005, pp. 1025-1032. ACM, New York (2005)


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.